The FBI was monitoring the Alphabate dark market in 2017, and users quickly migrated to Dream Market. By analyzing blockchain transactions, it is possible to build a profile of individuals involved in dark markets.
Bitcoin tumblers break apart money into various transactions and mix them up with others to provide anonymity. Directly sending money to an exchange without using a tumbler can attract attention from law enforcement.